Jeongjin Shin

Splitting AI-search visibility out from classic SEO is a smart wedge, since being cited by ChatGPT or Perplexity follows different signals than ranking on Google. The most valuable output would be concrete fixes: which pages lack schema, which claims need sources, and a prioritized order to act on.

The open-source angle plus commercial-use rights is a strong combination for indie game devs and small ad teams who cannot afford per-seat generative tools. Would be great to know which base models it runs on and whether prompt-to-style consistency holds across a batch of images.

The external-collaboration angle is what stands out to me here. Letting clients and freelancers into the same Gantt chart, chat, and file space with controlled access solves a real pain that Trello and Asana handle awkwardly. Curious how granular the guest permissions get per project.